面向对象变化向量分析的遥感影像变化检测  被引量:21

Remote Sensing Change Detection Method Based on Object-oriented Change Vector Analysis

在线阅读下载全文

作  者:李亮[1,2] 王蕾 孙晓鹏[1] 应国伟[1] LI Liang;WANG Lei;SUN Xiaopen;YING Guowei(The Third Engineering Academy of Surveying and Mapping in Sichuan Province,Chengdu 610500,China;Geographical Conditions Monitoring Center of Sichuan Bureau of Surveying,Mapping and Geoformation,Chengdu 610500,China)

机构地区:[1]四川省第三测绘工程院,成都610500 [2]四川省测绘地理信息局地理国情监测中心,成都610500

出  处:《遥感信息》2017年第6期71-77,共7页Remote Sensing Information

基  金:四川省测绘地理信息局2017年科技支撑计划项目(J2017ZC06);测绘地理信息公益性行业科研专项经费资助(201512026)

摘  要:为了解决基于像元的变化向量分析法在高分辨率遥感影像变化检测中精度低的问题,提出了一种面向对象变化向量分析的遥感影像变化检测方法。综合2个时期的遥感影像,首先通过影像分割获取像斑,其次提取直方图作为像斑的特征向量,再次采用直方图相交法度量2个时期像斑直方图之间的距离,构建像斑的变化向量,然后利用加权组合的方法计算像斑变化向量的模,最后依据最大熵原理获取变化检测阈值,对像斑进行变化/未变化判别。在QuickBird及Ikonos遥感影像上的实验表明:在高分辨率遥感影像变化检测中,与基于像元的变化向量分析法相比,该方法变化检测的精度较优,变化检测的正确率分别达到了0.92与0.90。In order to solve the problem of low change detection precision for high spatial resolution remote sensing imagery using pixel based change vector analysis method,an object oriented change vector analysis(OCVA)method was proposed.Image segmentation was used to get image objects according to the images at two times.The features of the objects were extracted by the histogram with the objects.Change vectors of the objects were built by the histogram distance measure using histogram intersection method.The mold of the change vector was calculated by the weighted combination of the elements of it.The changed/unchanged labels of the objects were decided by the change detection threshold obtained by maximum entropy principle.The experimental results on QuickBird and Ikonos images showed that:compared with the pixel based change vector analysis,the proposed method can get higher change detection accuracy for high spatial resolution imagery,and the correct rate reaches0.92and0.90respectively.

关 键 词:变化向量分析法 对象 变化检测 直方图相交法 最大熵原理 

分 类 号:TP79[自动化与计算机技术—检测技术与自动化装置]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象